Evidence mapPaperPMID 40349072Full record

ArticleDiabetology & metabolic syndrome2025

A decade of InsulinAPP: validation using COSMIN and clinical advancements since its initial publication.

Marcos Tadashi Kakitani Toyoshima, Julia Mandaro Lavinas-Jones, Alina Coutinho Rodrigues Feitosa, Marcia Nery

Abstract readLetter
In one paragraph

Article in Diabetology & metabolic syndrome, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Marcos Tadashi Kakitani ToyoshimaDepartment of Endocrinology and Metabolism, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil. marcos.tadashi@hc.fm.usp.br.ORCID http://orcid.org/0000-0002-9146-4606
Julia Mandaro Lavinas-JonesFaculty of Medicine, Zarns, Salvador, Brazil.ORCID http://orcid.org/0000-0003-0609-4135
Alina Coutinho Rodrigues FeitosaFaculty of Medicine, Zarns, Salvador, Brazil.ORCID http://orcid.org/0000-0003-1691-2058
Marcia NeryDepartment of Endocrinology and Metabolism, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil.ORCID http://orcid.org/0000-0003-2415-9668

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This correspondence marks the 10-year milestone of InsulinAPP, a Brazilian-developed electronic glycemic management system (eGMS) designed to support inpatient insulin therapy. Initially published in 2015, InsulinAPP was developed to assist non-specialist physicians in applying evidence-based insulin protocols in hospital settings. Over the past decade, it has evolved into a validated clinical decision-support tool with demonstrated impact across multiple care contexts. In this manuscript, we present a structured overview of its validation using the COSMIN (COnsensus-based Standards for the selection of health Measurement INstruments) framework, assessing five core domains: cross-cultural adaptation, content validity, criterion validity, reliability, and construct validity. Usability testing showed high acceptance (mean Likert score 4.8/5), and expert consensus on content validity was strong (Content Validity Index = 0.95). The tool also demonstrated high reproducibility (intraclass correlation coefficient = 0.98), and in a randomized trial, glycemic control with InsulinAPP was comparable to endocrinologist-led care, with low hypoglycemia rates. Compared to other eGMS solutions, InsulinAPP stands out for its simplicity, independence from electronic health record integration, and adaptability to low-resource environments. Its protocol anticipated updates later adopted by the Endocrine Society and the Brazilian Diabetes Society, particularly regarding stratified insulinization for patients with mild-to-moderate hyperglycemia. Together, these findings confirm InsulinAPP's scientific soundness, safety, and real-world applicability. Broader implementation and multicenter studies are warranted to further explore its impact in diverse healthcare systems and improve access to safe inpatient glycemic management.

Indexed as

Construct validityCOSMIN validationDiabetes mellitusDigital health toolsElectronic glycemic managementGlycemic management systemHypoglycemia preventionInpatient glycemic controlInsulinAPPNon-specialist physicians

Identifiers

PMID40349072
PMCPMC12065289

What Socratic holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.